Spotify Tracks Data

Brought to you by YData

Dataset statistics

Number of variables	20
Number of observations	113998
Missing cells	16
Missing cells (%)	< 0.1%
Duplicate rows	444
Duplicate rows (%)	0.4%
Total size in memory	17.5 MiB
Average record size in memory	161.0 B

Variable types

Text	5
Numeric	12
Boolean	1
Categorical	2

Alerts

Dataset has 444 (0.4%) duplicate rows	Duplicates
`acousticness` is highly overall correlated with `energy` and 1 other fields	High correlation
`energy` is highly overall correlated with `acousticness` and 1 other fields	High correlation
`loudness` is highly overall correlated with `acousticness` and 1 other fields	High correlation
`explicit` is highly imbalanced (57.9%)	Imbalance
`time_signature` is highly imbalanced (73.9%)	Imbalance
`popularity` has 16020 (14.1%) zeros	Zeros
`key` has 13060 (11.5%) zeros	Zeros
`instrumentalness` has 38761 (34.0%) zeros	Zeros

Reproduction

Analysis started	2025-04-29 13:26:08.654354
Analysis finished	2025-04-29 13:27:00.722229
Duration	52.07 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

track_url
Text

Distinct	89739
Distinct (%)	78.7%
Missing	0
Missing (%)	0.0%
Memory size	1.7 MiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	2507956
Distinct characters	62
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	73098 ?
Unique (%)	64.1%

Sample

1st row	5SuOikwiRyPMVoIQDJUgSV
2nd row	4qPNDBW1i3p13qLCt0Ki3A
3rd row	1iJBSr7s7jYXzM8EGcbK5b
4th row	6lfxq3CG4xtTiEg7opyCyx
5th row	5vjLSffimiIP26QG5WcN2K

Value	Count	Frequency (%)
6s3jldagk3uu3ntzbpnuhs	9	< 0.1%
2ey6v4sekh3z0rusisrosd	8	< 0.1%
2kkvb3rnrzwjfdghaua0tz	8	< 0.1%
08kta3sl9sv6iy8klktgql	7	< 0.1%
6bzwr3epseolvwlblk58il	7	< 0.1%
5sqkarfxe7uejhtlcthcls	7	< 0.1%
1gqpa08t7ebavpqj9o9l2q	7	< 0.1%
0e5lcanke0uyjuucoq1uh2	7	< 0.1%
2aaclnypaakdamlw74jxxb	7	< 0.1%
4aqs25f3ywj9tgnnkoqilc	7	< 0.1%
Other values (89729)	113924	99.9%

Most occurring characters

Value	Count	Frequency (%)
3	53777	2.1%
5	53497	2.1%
2	53334	2.1%
6	53272	2.1%
0	53232	2.1%
1	53162	2.1%
4	53148	2.1%
7	50535	2.0%
K	39217	1.6%
D	39104	1.6%
Other values (52)	2005678	80.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2507956	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	53777	2.1%
5	53497	2.1%
2	53334	2.1%
6	53272	2.1%
0	53232	2.1%
1	53162	2.1%
4	53148	2.1%
7	50535	2.0%
K	39217	1.6%
D	39104	1.6%
Other values (52)	2005678	80.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2507956	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	53777	2.1%
5	53497	2.1%
2	53334	2.1%
6	53272	2.1%
0	53232	2.1%
1	53162	2.1%
4	53148	2.1%
7	50535	2.0%
K	39217	1.6%
D	39104	1.6%
Other values (52)	2005678	80.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2507956	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	53777	2.1%
5	53497	2.1%
2	53334	2.1%
6	53272	2.1%
0	53232	2.1%
1	53162	2.1%
4	53148	2.1%
7	50535	2.0%
K	39217	1.6%
D	39104	1.6%
Other values (52)	2005678	80.0%

artists
Text

Distinct	31437
Distinct (%)	27.6%
Missing	1
Missing (%)	< 0.1%
Memory size	1.7 MiB

Length

Max length	513
Median length	322
Mean length	16.319219
Min length	2

Characters and Unicode

Total characters	1860342
Distinct characters	712
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	16768 ?
Unique (%)	14.7%

Sample

1st row	Gen Hoshino
2nd row	Ben Woodward
3rd row	Ingrid Michaelson;ZAYN
4th row	Kina Grannis
5th row	Chord Overstreet

Value	Count	Frequency (%)
the	6831	2.6%
	3126	1.2%
de	1133	0.4%
los	1066	0.4%
of	1034	0.4%
dj	738	0.3%
george	593	0.2%
jones	524	0.2%
la	518	0.2%
for	457	0.2%
Other values (42276)	241838	93.8%

Most occurring characters

Value	Count	Frequency (%)
a	164224	8.8%
e	148727	8.0%
	143869	7.7%
i	112148	6.0%
n	106547	5.7%
o	103829	5.6%
r	100224	5.4%
l	75685	4.1%
s	69312	3.7%
t	63611	3.4%
Other values (702)	772166	41.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1860342	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	164224	8.8%
e	148727	8.0%
	143869	7.7%
i	112148	6.0%
n	106547	5.7%
o	103829	5.6%
r	100224	5.4%
l	75685	4.1%
s	69312	3.7%
t	63611	3.4%
Other values (702)	772166	41.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1860342	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	164224	8.8%
e	148727	8.0%
	143869	7.7%
i	112148	6.0%
n	106547	5.7%
o	103829	5.6%
r	100224	5.4%
l	75685	4.1%
s	69312	3.7%
t	63611	3.4%
Other values (702)	772166	41.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1860342	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	164224	8.8%
e	148727	8.0%
	143869	7.7%
i	112148	6.0%
n	106547	5.7%
o	103829	5.6%
r	100224	5.4%
l	75685	4.1%
s	69312	3.7%
t	63611	3.4%
Other values (702)	772166	41.5%

album_name
Text

Distinct	46589
Distinct (%)	40.9%
Missing	2
Missing (%)	< 0.1%
Memory size	1.7 MiB

Length

Max length	243
Median length	145
Mean length	20.116557
Min length	1

Characters and Unicode

Total characters	2293207
Distinct characters	2084
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	27956 ?
Unique (%)	24.5%

Sample

1st row	Comedy
2nd row	To Begin Again
3rd row	Crazy Rich Asians (Original Motion Picture Soundtrack)
4th row	Hold On
5th row	Days I Will Remember

Value	Count	Frequency (%)
the	12029	3.1%
	9198	2.3%
of	5240	1.3%
2022	3430	0.9%
vol	3256	0.8%
christmas	3214	0.8%
vivo	3186	0.8%
a	3174	0.8%
ao	2929	0.7%
de	2893	0.7%
Other values (35981)	343223	87.6%

Most occurring characters

Value	Count	Frequency (%)
	277776	12.1%
e	184971	8.1%
a	142801	6.2%
o	138419	6.0%
i	127744	5.6%
n	106155	4.6%
r	105848	4.6%
s	96725	4.2%
t	96375	4.2%
l	79065	3.4%
Other values (2074)	937328	40.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2293207	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	277776	12.1%
e	184971	8.1%
a	142801	6.2%
o	138419	6.0%
i	127744	5.6%
n	106155	4.6%
r	105848	4.6%
s	96725	4.2%
t	96375	4.2%
l	79065	3.4%
Other values (2074)	937328	40.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2293207	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	277776	12.1%
e	184971	8.1%
a	142801	6.2%
o	138419	6.0%
i	127744	5.6%
n	106155	4.6%
r	105848	4.6%
s	96725	4.2%
t	96375	4.2%
l	79065	3.4%
Other values (2074)	937328	40.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2293207	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	277776	12.1%
e	184971	8.1%
a	142801	6.2%
o	138419	6.0%
i	127744	5.6%
n	106155	4.6%
r	105848	4.6%
s	96725	4.2%
t	96375	4.2%
l	79065	3.4%
Other values (2074)	937328	40.9%

track_name
Text

Distinct	73608
Distinct (%)	64.6%
Missing	1
Missing (%)	< 0.1%
Memory size	1.7 MiB

Length

Max length	511
Median length	146
Mean length	17.994868
Min length	1

Characters and Unicode

Total characters	2051361
Distinct characters	2417
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	55711 ?
Unique (%)	48.9%

Sample

1st row	Comedy
2nd row	Ghost - Acoustic
3rd row	To Begin Again
4th row	Can't Help Falling In Love
5th row	Hold On

Value	Count	Frequency (%)
	19654	5.1%
the	9471	2.5%
you	4292	1.1%
me	3716	1.0%
a	3696	1.0%
of	3605	0.9%
i	3409	0.9%
in	3180	0.8%
vivo	3158	0.8%
remix	2984	0.8%
Other values (50550)	328612	85.2%

Most occurring characters

Value	Count	Frequency (%)
	271780	13.2%
e	174853	8.5%
a	136250	6.6%
o	122442	6.0%
i	109433	5.3%
n	94021	4.6%
r	92078	4.5%
t	81894	4.0%
s	67733	3.3%
l	63149	3.1%
Other values (2407)	837728	40.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2051361	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	271780	13.2%
e	174853	8.5%
a	136250	6.6%
o	122442	6.0%
i	109433	5.3%
n	94021	4.6%
r	92078	4.5%
t	81894	4.0%
s	67733	3.3%
l	63149	3.1%
Other values (2407)	837728	40.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2051361	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	271780	13.2%
e	174853	8.5%
a	136250	6.6%
o	122442	6.0%
i	109433	5.3%
n	94021	4.6%
r	92078	4.5%
t	81894	4.0%
s	67733	3.3%
l	63149	3.1%
Other values (2407)	837728	40.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2051361	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	271780	13.2%
e	174853	8.5%
a	136250	6.6%
o	122442	6.0%
i	109433	5.3%
n	94021	4.6%
r	92078	4.5%
t	81894	4.0%
s	67733	3.3%
l	63149	3.1%
Other values (2407)	837728	40.8%

popularity
Real number (ℝ)

Zeros

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.237934

Minimum	0
Maximum	100
Zeros	16020
Zeros (%)	14.1%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	17
median	35
Q3	50
95-th percentile	69
Maximum	100
Range	100
Interquartile range (IQR)	33

Descriptive statistics

Standard deviation	22.304812
Coefficient of variation (CV)	0.67106495
Kurtosis	-0.92771287
Mean	33.237934
Median Absolute Deviation (MAD)	16
Skewness	0.046422211
Sum	3789058
Variance	497.50466
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16020	14.1%
22	2354	2.1%
21	2344	2.1%
44	2288	2.0%
1	2140	1.9%
23	2117	1.9%
20	2110	1.9%
43	2073	1.8%
45	2004	1.8%
41	1996	1.8%
Other values (91)	78552	68.9%

Value	Count	Frequency (%)
0	16020	14.1%
1	2140	1.9%
2	1036	0.9%
3	585	0.5%
4	389	0.3%
5	599	0.5%
6	426	0.4%
7	465	0.4%
8	544	0.5%
9	525	0.5%

Value	Count	Frequency (%)
100	2	< 0.1%
99	1	< 0.1%
98	7	< 0.1%
97	8	< 0.1%
96	7	< 0.1%
95	5	< 0.1%
94	7	< 0.1%
93	12	< 0.1%
92	9	< 0.1%
91	10	< 0.1%

duration_ms
Real number (ℝ)

Distinct	50697
Distinct (%)	44.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	228029.21

Minimum	0
Maximum	5237295
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	116920
Q1	174066
median	212906
Q3	261506
95-th percentile	387167.3
Maximum	5237295
Range	5237295
Interquartile range (IQR)	87440

Descriptive statistics

Standard deviation	107298.55
Coefficient of variation (CV)	0.4705474
Kurtosis	354.94748
Mean	228029.21
Median Absolute Deviation (MAD)	42760
Skewness	11.195114
Sum	2.5994874 × 10¹⁰
Variance	1.1512979 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
162897	146	0.1%
180000	104	0.1%
192000	91	0.1%
240000	84	0.1%
118840	76	0.1%
172342	75	0.1%
227520	71	0.1%
131733	70	0.1%
243057	66	0.1%
175986	63	0.1%
Other values (50687)	113152	99.3%

Value	Count	Frequency (%)
0	1	< 0.1%
8586	1	< 0.1%
13386	1	< 0.1%
15800	1	< 0.1%
17453	1	< 0.1%
17826	2	< 0.1%
21120	1	< 0.1%
21240	1	< 0.1%
22266	1	< 0.1%
23506	2	< 0.1%

Value	Count	Frequency (%)
5237295	1	< 0.1%
4789026	2	< 0.1%
4730302	1	< 0.1%
4563897	1	< 0.1%
4447520	1	< 0.1%
4339826	1	< 0.1%
4334721	1	< 0.1%
4246206	1	< 0.1%
4120258	1	< 0.1%
3876276	2	< 0.1%

explicit
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1001.9 KiB

False	104251
True	9747

Value	Count	Frequency (%)
False	104251	91.4%
True	9747	8.6%

danceability
Real number (ℝ)

Distinct	1174
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56679126

Minimum	0
Maximum	0.985
Zeros	158
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0.25
Q1	0.456
median	0.58
Q3	0.695
95-th percentile	0.824
Maximum	0.985
Range	0.985
Interquartile range (IQR)	0.239

Descriptive statistics

Standard deviation	0.17354984
Coefficient of variation (CV)	0.3061971
Kurtosis	-0.18406504
Mean	0.56679126
Median Absolute Deviation (MAD)	0.119
Skewness	-0.39963007
Sum	64613.071
Variance	0.030119548
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.647	431	0.4%
0.609	357	0.3%
0.579	347	0.3%
0.685	335	0.3%
0.602	334	0.3%
0.524	317	0.3%
0.689	315	0.3%
0.598	312	0.3%
0.607	307	0.3%
0.626	306	0.3%
Other values (1164)	110637	97.1%

Value	Count	Frequency (%)
0	158	0.1%
0.0513	1	< 0.1%
0.0532	1	< 0.1%
0.0545	1	< 0.1%
0.0548	1	< 0.1%
0.055	1	< 0.1%
0.0555	1	< 0.1%
0.0558	1	< 0.1%
0.0562	1	< 0.1%
0.0565	2	< 0.1%

Value	Count	Frequency (%)
0.985	1	< 0.1%
0.984	1	< 0.1%
0.983	1	< 0.1%
0.982	1	< 0.1%
0.981	2	< 0.1%
0.98	2	< 0.1%
0.979	2	< 0.1%
0.978	3	< 0.1%
0.977	1	< 0.1%
0.976	4	< 0.1%

energy
Real number (ℝ)

High correlation

Distinct	2083
Distinct (%)	1.8%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.64139246

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0.154
Q1	0.472
median	0.685
Q3	0.854
95-th percentile	0.969
Maximum	1
Range	1
Interquartile range (IQR)	0.382

Descriptive statistics

Standard deviation	0.25152426
Coefficient of variation (CV)	0.39215344
Kurtosis	-0.525605
Mean	0.64139246
Median Absolute Deviation (MAD)	0.186
Skewness	-0.5970469
Sum	73116.816
Variance	0.063264453
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.876	318	0.3%
0.937	269	0.2%
0.931	261	0.2%
0.886	258	0.2%
0.801	258	0.2%
0.858	254	0.2%
0.961	254	0.2%
0.948	254	0.2%
0.92	240	0.2%
0.981	238	0.2%
Other values (2073)	111393	97.7%

Value	Count	Frequency (%)
0	1	< 0.1%
1.95 × 10^-5	1	< 0.1%
2.01 × 10^-5	13	< 0.1%
2.02 × 10^-5	4	< 0.1%
2.03 × 10^-5	34	< 0.1%
2.82 × 10^-5	1	< 0.1%
3.05 × 10^-5	1	< 0.1%
3.61 × 10^-5	1	< 0.1%
4.28 × 10^-5	3	< 0.1%
5.9 × 10^-5	2	< 0.1%

Value	Count	Frequency (%)
1	28	< 0.1%
0.999	100	0.1%
0.998	149	0.1%
0.997	165	0.1%
0.996	159	0.1%
0.995	229	0.2%
0.994	173	0.2%
0.993	184	0.2%
0.992	161	0.1%
0.991	200	0.2%

key
Real number (ℝ)

Zeros

Distinct	12
Distinct (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	5.309166

Minimum	0
Maximum	11
Zeros	13060
Zeros (%)	11.5%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.5599656
Coefficient of variation (CV)	0.67053197
Kurtosis	-1.2765552
Mean	5.309166
Median Absolute Deviation (MAD)	3
Skewness	-0.0085109577
Sum	605229
Variance	12.673355
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
7	13245	11.6%
0	13060	11.5%
2	11644	10.2%
9	11313	9.9%
1	10772	9.4%
5	9368	8.2%
11	9282	8.1%
4	9008	7.9%
6	7921	6.9%
10	7455	6.5%
Other values (2)	10929	9.6%

Value	Count	Frequency (%)
0	13060	11.5%
1	10772	9.4%
2	11644	10.2%
3	3569	3.1%
4	9008	7.9%
5	9368	8.2%
6	7921	6.9%
7	13245	11.6%
8	7360	6.5%
9	11313	9.9%

Value	Count	Frequency (%)
11	9282	8.1%
10	7455	6.5%
9	11313	9.9%
8	7360	6.5%
7	13245	11.6%
6	7921	6.9%
5	9368	8.2%
4	9008	7.9%
3	3569	3.1%
2	11644	10.2%

loudness
Real number (ℝ)

High correlation

Distinct	19480
Distinct (%)	17.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-8.2588691

Minimum	-49.531
Maximum	4.532
Zeros	0
Zeros (%)	0.0%
Negative	113907
Negative (%)	99.9%
Memory size	1.7 MiB

Quantile statistics

Minimum	-49.531
5-th percentile	-18.0646
Q1	-10.013
median	-7.004
Q3	-5.003
95-th percentile	-2.974
Maximum	4.532
Range	54.063
Interquartile range (IQR)	5.01

Descriptive statistics

Standard deviation	5.0293183
Coefficient of variation (CV)	-0.60895969
Kurtosis	5.8966594
Mean	-8.2588691
Median Absolute Deviation (MAD)	2.343
Skewness	-2.0066056
Sum	-941486.3
Variance	25.294043
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-5.662	176	0.2%
-4.457	90	0.1%
-9.336	86	0.1%
-7.57	77	0.1%
-4.034	75	0.1%
-8.871	74	0.1%
-3.725	72	0.1%
-4.324	70	0.1%
-12.472	64	0.1%
-5.08	64	0.1%
Other values (19470)	113149	99.3%

Value	Count	Frequency (%)
-49.531	1	< 0.1%
-49.307	1	< 0.1%
-46.591	1	< 0.1%
-46.251	1	< 0.1%
-43.957	1	< 0.1%
-43.943	1	< 0.1%
-43.714	1	< 0.1%
-43.504	1	< 0.1%
-43.303	1	< 0.1%
-43.046	3	< 0.1%

Value	Count	Frequency (%)
4.532	1	< 0.1%
3.156	1	< 0.1%
2.574	1	< 0.1%
1.864	1	< 0.1%
1.821	1	< 0.1%
1.795	1	< 0.1%
1.7	1	< 0.1%
1.682	1	< 0.1%
1.673	1	< 0.1%
1.416	1	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	1.7 MiB

1.0	72679
0.0	41318

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	341991
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	72679	63.8%
0.0	41318	36.2%
(Missing)	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	72679	63.8%
0.0	41318	36.2%

Most occurring characters

Value	Count	Frequency (%)
0	155315	45.4%
.	113997	33.3%
1	72679	21.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	341991	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	155315	45.4%
.	113997	33.3%
1	72679	21.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	341991	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	155315	45.4%
.	113997	33.3%
1	72679	21.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	341991	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	155315	45.4%
.	113997	33.3%
1	72679	21.3%

speechiness
Real number (ℝ)

Distinct	1489
Distinct (%)	1.3%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.084653364

Minimum	0
Maximum	0.965
Zeros	157
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0282
Q1	0.0359
median	0.0489
Q3	0.0845
95-th percentile	0.268
Maximum	0.965
Range	0.965
Interquartile range (IQR)	0.0486

Descriptive statistics

Standard deviation	0.10573347
Coefficient of variation (CV)	1.2490167
Kurtosis	28.823665
Mean	0.084653364
Median Absolute Deviation (MAD)	0.0165
Skewness	4.6474599
Sum	9650.2295
Variance	0.011179566
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0323	400	0.4%
0.0324	376	0.3%
0.0322	373	0.3%
0.0328	363	0.3%
0.0295	358	0.3%
0.0321	352	0.3%
0.033	347	0.3%
0.0367	346	0.3%
0.0326	340	0.3%
0.0363	332	0.3%
Other values (1479)	110410	96.9%

Value	Count	Frequency (%)
0	157	0.1%
0.0221	3	< 0.1%
0.0222	1	< 0.1%
0.0223	3	< 0.1%
0.0225	2	< 0.1%
0.0226	2	< 0.1%
0.0227	3	< 0.1%
0.0228	5	< 0.1%
0.0229	1	< 0.1%
0.023	9	< 0.1%

Value	Count	Frequency (%)
0.965	1	< 0.1%
0.963	2	< 0.1%
0.962	6	< 0.1%
0.961	2	< 0.1%
0.96	3	< 0.1%
0.959	6	< 0.1%
0.958	6	< 0.1%
0.957	8	< 0.1%
0.956	7	< 0.1%
0.955	11	< 0.1%

acousticness
Real number (ℝ)

High correlation

Distinct	5061
Distinct (%)	4.4%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.31490198

Minimum	0
Maximum	0.996
Zeros	39
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0.000145
Q1	0.0169
median	0.169
Q3	0.597
95-th percentile	0.948
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.5801

Descriptive statistics

Standard deviation	0.33252117
Coefficient of variation (CV)	1.0559513
Kurtosis	-0.94984313
Mean	0.31490198
Median Absolute Deviation (MAD)	0.1675
Skewness	0.7273458
Sum	35897.881
Variance	0.11057033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.995	305	0.3%
0.993	267	0.2%
0.994	266	0.2%
0.992	250	0.2%
0.991	218	0.2%
0.131	206	0.2%
0.881	204	0.2%
0.108	195	0.2%
0.107	190	0.2%
0.99	189	0.2%
Other values (5051)	111707	98.0%

Value	Count	Frequency (%)
0	39	< 0.1%
1 × 10^-6	1	< 0.1%
1.01 × 10^-6	4	< 0.1%
1.02 × 10^-6	1	< 0.1%
1.03 × 10^-6	2	< 0.1%
1.04 × 10^-6	4	< 0.1%
1.06 × 10^-6	5	< 0.1%
1.07 × 10^-6	4	< 0.1%
1.08 × 10^-6	2	< 0.1%
1.09 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.996	103	0.1%
0.995	305	0.3%
0.994	266	0.2%
0.993	267	0.2%
0.992	250	0.2%
0.991	218	0.2%
0.99	189	0.2%
0.989	177	0.2%
0.988	150	0.1%
0.987	158	0.1%

instrumentalness
Real number (ℝ)

Zeros

Distinct	5346
Distinct (%)	4.7%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.1560537

Minimum	0
Maximum	1
Zeros	38761
Zeros (%)	34.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4.16 × 10^-5
Q3	0.049
95-th percentile	0.904
Maximum	1
Range	1
Interquartile range (IQR)	0.049

Descriptive statistics

Standard deviation	0.30955789
Coefficient of variation (CV)	1.9836626
Kurtosis	1.2705981
Mean	0.1560537
Median Absolute Deviation (MAD)	4.16 × 10^-5
Skewness	1.7343643
Sum	17789.653
Variance	0.095826085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	38761	34.0%
3.59 × 10^-5	166	0.1%
0.905	122	0.1%
0.895	122	0.1%
0.934	121	0.1%
0.922	118	0.1%
0.000141	115	0.1%
0.911	115	0.1%
0.913	114	0.1%
0.9	114	0.1%
Other values (5336)	74129	65.0%

Value	Count	Frequency (%)
0	38761	34.0%
1 × 10^-6	32	< 0.1%
1.01 × 10^-6	46	< 0.1%
1.02 × 10^-6	36	< 0.1%
1.03 × 10^-6	34	< 0.1%
1.04 × 10^-6	50	< 0.1%
1.05 × 10^-6	39	< 0.1%
1.06 × 10^-6	49	< 0.1%
1.07 × 10^-6	56	< 0.1%
1.08 × 10^-6	47	< 0.1%

Value	Count	Frequency (%)
1	13	< 0.1%
0.999	22	< 0.1%
0.998	6	< 0.1%
0.997	11	< 0.1%
0.996	4	< 0.1%
0.995	15	< 0.1%
0.994	4	< 0.1%
0.993	9	< 0.1%
0.992	11	< 0.1%
0.991	12	< 0.1%

liveness
Real number (ℝ)

Distinct	1722
Distinct (%)	1.5%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.21355544

Minimum	0
Maximum	1
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0606
Q1	0.098
median	0.132
Q3	0.273
95-th percentile	0.681
Maximum	1
Range	1
Interquartile range (IQR)	0.175

Descriptive statistics

Standard deviation	0.19037947
Coefficient of variation (CV)	0.89147562
Kurtosis	4.3780692
Mean	0.21355544
Median Absolute Deviation (MAD)	0.051
Skewness	2.1056981
Sum	24344.68
Variance	0.036244344
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.108	1353	1.2%
0.111	1318	1.2%
0.109	1198	1.1%
0.11	1179	1.0%
0.105	1114	1.0%
0.107	1101	1.0%
0.103	1094	1.0%
0.106	1064	0.9%
0.112	1063	0.9%
0.113	1008	0.9%
Other values (1712)	102505	89.9%

Value	Count	Frequency (%)
0	2	< 0.1%
0.00925	1	< 0.1%
0.00986	1	< 0.1%
0.0112	1	< 0.1%
0.0114	1	< 0.1%
0.0116	1	< 0.1%
0.0118	1	< 0.1%
0.0133	1	< 0.1%
0.0136	1	< 0.1%
0.0137	1	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
0.997	1	< 0.1%
0.995	1	< 0.1%
0.994	3	< 0.1%
0.993	2	< 0.1%
0.992	9	< 0.1%
0.991	4	< 0.1%
0.99	11	< 0.1%
0.989	17	< 0.1%
0.988	17	< 0.1%

valence
Real number (ℝ)

Distinct	1790
Distinct (%)	1.6%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.47406667

Minimum	0
Maximum	0.995
Zeros	176
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0708
Q1	0.26
median	0.464
Q3	0.683
95-th percentile	0.911
Maximum	0.995
Range	0.995
Interquartile range (IQR)	0.423

Descriptive statistics

Standard deviation	0.25926313
Coefficient of variation (CV)	0.54689171
Kurtosis	-1.0274425
Mean	0.47406667
Median Absolute Deviation (MAD)	0.212
Skewness	0.11509317
Sum	54042.178
Variance	0.067217373
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.961	300	0.3%
0.304	248	0.2%
0.717	233	0.2%
0.962	230	0.2%
0.324	225	0.2%
0.963	216	0.2%
0.55	210	0.2%
0.365	205	0.2%
0.949	204	0.2%
0.464	201	0.2%
Other values (1780)	111725	98.0%

Value	Count	Frequency (%)
0	176	0.2%
1 × 10^-5	129	0.1%
0.000322	1	< 0.1%
0.000378	1	< 0.1%
0.000667	1	< 0.1%
0.000673	1	< 0.1%
0.000755	1	< 0.1%
0.000781	1	< 0.1%
0.00084	1	< 0.1%
0.000885	1	< 0.1%

Value	Count	Frequency (%)
0.995	1	< 0.1%
0.994	1	< 0.1%
0.993	3	< 0.1%
0.992	4	< 0.1%
0.991	3	< 0.1%
0.99	1	< 0.1%
0.989	1	< 0.1%
0.988	4	< 0.1%
0.987	2	< 0.1%
0.986	1	< 0.1%

tempo
Real number (ℝ)

Distinct	45653
Distinct (%)	40.0%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	122.14816

Minimum	0
Maximum	243.372
Zeros	157
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	77.3466
Q1	99.219
median	122.017
Q3	140.071
95-th percentile	175.0676
Maximum	243.372
Range	243.372
Interquartile range (IQR)	40.852

Descriptive statistics

Standard deviation	29.978418
Coefficient of variation (CV)	0.24542669
Kurtosis	-0.10860943
Mean	122.14816
Median Absolute Deviation (MAD)	21.703
Skewness	0.23227357
Sum	13924524
Variance	898.70554
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	157	0.1%
151.925	146	0.1%
95.004	95	0.1%
130.594	76	0.1%
87.925	76	0.1%
125.004	70	0.1%
92.988	70	0.1%
76.783	69	0.1%
77.321	67	0.1%
90.04	63	0.1%
Other values (45643)	113108	99.2%

Value	Count	Frequency (%)
0	157	0.1%
30.2	1	< 0.1%
30.322	1	< 0.1%
31.834	1	< 0.1%
34.262	1	< 0.1%
34.821	1	< 0.1%
35.392	1	< 0.1%
35.79	1	< 0.1%
35.862	1	< 0.1%
35.928	1	< 0.1%

Value	Count	Frequency (%)
243.372	1	< 0.1%
222.605	1	< 0.1%
220.525	1	< 0.1%
220.084	1	< 0.1%
220.081	3	< 0.1%
220.039	1	< 0.1%
219.971	1	< 0.1%
219.693	1	< 0.1%
219.571	1	< 0.1%
218.879	1	< 0.1%

time_signature
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	1.7 MiB

4.0	101840
3.0	9195
5.0	1826
1.0	973
0.0	163

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	341991
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.0
2nd row	4.0
3rd row	4.0
4th row	3.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
4.0	101840	89.3%
3.0	9195	8.1%
5.0	1826	1.6%
1.0	973	0.9%
0.0	163	0.1%
(Missing)	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	101840	89.3%
3.0	9195	8.1%
5.0	1826	1.6%
1.0	973	0.9%
0.0	163	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	114160	33.4%
.	113997	33.3%
4	101840	29.8%
3	9195	2.7%
5	1826	0.5%
1	973	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	341991	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	114160	33.4%
.	113997	33.3%
4	101840	29.8%
3	9195	2.7%
5	1826	0.5%
1	973	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	341991	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	114160	33.4%
.	113997	33.3%
4	101840	29.8%
3	9195	2.7%
5	1826	0.5%
1	973	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	341991	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	114160	33.4%
.	113997	33.3%
4	101840	29.8%
3	9195	2.7%
5	1826	0.5%
1	973	0.3%

track_genre
Text

Distinct	114
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	1.7 MiB

Length

Max length	17
Median length	11
Mean length	7.070151
Min length	3

Characters and Unicode

Total characters	805976
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	acoustic
2nd row	acoustic
3rd row	acoustic
4th row	acoustic
5th row	acoustic

Value	Count	Frequency (%)
afrobeat	1000	0.9%
alternative	1000	0.9%
alt-rock	1000	0.9%
breakbeat	1000	0.9%
british	1000	0.9%
ambient	1000	0.9%
anime	1000	0.9%
black-metal	1000	0.9%
bluegrass	1000	0.9%
blues	1000	0.9%
Other values (104)	103997	91.2%

Most occurring characters

Value	Count	Frequency (%)
e	73000	9.1%
a	67997	8.4%
o	66997	8.3%
r	57000	7.1%
n	50000	6.2%
i	46997	5.8%
s	43997	5.5%
t	42997	5.3%
l	39000	4.8%
p	39000	4.8%
Other values (15)	278991	34.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	805976	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	73000	9.1%
a	67997	8.4%
o	66997	8.3%
r	57000	7.1%
n	50000	6.2%
i	46997	5.8%
s	43997	5.5%
t	42997	5.3%
l	39000	4.8%
p	39000	4.8%
Other values (15)	278991	34.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	805976	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	73000	9.1%
a	67997	8.4%
o	66997	8.3%
r	57000	7.1%
n	50000	6.2%
i	46997	5.8%
s	43997	5.5%
t	42997	5.3%
l	39000	4.8%
p	39000	4.8%
Other values (15)	278991	34.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	805976	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	73000	9.1%
a	67997	8.4%
o	66997	8.3%
r	57000	7.1%
n	50000	6.2%
i	46997	5.8%
s	43997	5.5%
t	42997	5.3%
l	39000	4.8%
p	39000	4.8%
Other values (15)	278991	34.6%

	acousticness	danceability	duration_ms	energy	explicit	instrumentalness	key	liveness	loudness	mode	popularity	speechiness	tempo	time_signature	valence
acousticness	1.000	-0.039	-0.170	-0.708	0.102	-0.096	-0.038	-0.042	-0.534	0.100	0.008	-0.214	-0.217	0.141	-0.021
danceability	-0.039	1.000	-0.098	0.039	0.154	-0.144	0.035	-0.145	0.112	0.085	0.027	0.159	-0.071	0.279	0.462
duration_ms	-0.170	-0.098	1.000	0.104	0.011	0.127	0.014	-0.040	0.022	0.004	0.028	-0.129	0.050	0.036	-0.178
energy	-0.708	0.039	0.104	1.000	0.116	-0.035	0.045	0.177	0.750	0.087	-0.023	0.355	0.241	0.161	0.208
explicit	0.102	0.154	0.011	0.116	1.000	0.104	0.040	0.042	0.108	0.037	0.089	0.306	0.040	0.060	0.069
instrumentalness	-0.096	-0.144	0.127	-0.035	0.104	1.000	0.005	-0.099	-0.289	0.059	-0.078	-0.049	-0.005	0.067	-0.320
key	-0.038	0.035	0.014	0.045	0.040	0.005	1.000	-0.004	0.032	0.247	-0.003	0.044	0.012	0.021	0.033
liveness	-0.042	-0.145	-0.040	0.177	0.042	-0.099	-0.004	1.000	0.111	0.029	-0.008	0.092	0.019	0.040	0.013
loudness	-0.534	0.112	0.022	0.750	0.108	-0.289	0.032	0.111	1.000	0.045	0.035	0.232	0.194	0.152	0.221
mode	0.100	0.085	0.004	0.087	0.037	0.059	0.247	0.029	0.045	1.000	0.037	0.067	0.026	0.028	0.033
popularity	0.008	0.027	0.028	-0.023	0.089	-0.078	-0.003	-0.008	0.035	0.037	1.000	-0.068	0.017	0.046	-0.042
speechiness	-0.214	0.159	-0.129	0.355	0.306	-0.049	0.044	0.092	0.232	0.067	-0.068	1.000	0.115	0.085	0.092
tempo	-0.217	-0.071	0.050	0.241	0.040	-0.005	0.012	0.019	0.194	0.026	0.017	0.115	1.000	0.496	0.063
time_signature	0.141	0.279	0.036	0.161	0.060	0.067	0.021	0.040	0.152	0.028	0.046	0.085	0.496	1.000	0.111
valence	-0.021	0.462	-0.178	0.208	0.069	-0.320	0.033	0.013	0.221	0.033	-0.042	0.092	0.063	0.111	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	track_url	artists	album_name	track_name	popularity	duration_ms	explicit	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	time_signature	track_genre
track_id
0	5SuOikwiRyPMVoIQDJUgSV	Gen Hoshino	Comedy	Comedy	73	230666	False	0.676	0.4610	1.0	-6.746	0.0	0.1430	0.0322	0.000001	0.3580	0.7150	87.917	4.0	acoustic
1	4qPNDBW1i3p13qLCt0Ki3A	Ben Woodward	NaN	Ghost - Acoustic	55	149610	False	0.420	0.1660	1.0	-17.235	1.0	0.0763	0.9240	0.000006	0.1010	0.2670	77.489	4.0	acoustic
2	1iJBSr7s7jYXzM8EGcbK5b	Ingrid Michaelson;ZAYN	To Begin Again	To Begin Again	57	210826	False	0.438	0.3590	0.0	-9.734	1.0	0.0557	0.2100	0.000000	0.1170	0.1200	76.332	4.0	acoustic
3	6lfxq3CG4xtTiEg7opyCyx	Kina Grannis	Crazy Rich Asians (Original Motion Picture Soundtrack)	Can't Help Falling In Love	71	201933	False	0.266	0.0596	0.0	-18.515	1.0	0.0363	0.9050	0.000071	0.1320	0.1430	181.740	3.0	acoustic
4	5vjLSffimiIP26QG5WcN2K	Chord Overstreet	Hold On	Hold On	82	198853	False	0.618	0.4430	2.0	-9.681	1.0	0.0526	0.4690	0.000000	0.0829	0.1670	119.949	4.0	acoustic
5	01MVOl9KtVTNfFiBU9I7dc	Tyrone Wells	Days I Will Remember	Days I Will Remember	58	214240	False	0.688	0.4810	6.0	-8.807	1.0	0.1050	0.2890	0.000000	0.1890	0.6660	98.017	4.0	acoustic
6	6Vc5wAMmXdKIAM7WUoEb7N	A Great Big World;Christina Aguilera	Is There Anybody Out There?	Say Something	74	229400	False	0.407	0.1470	2.0	-8.822	1.0	0.0355	0.8570	0.000003	0.0913	0.0765	141.284	3.0	acoustic
7	1EzrEOXmMH3G43AXT1y7pA	Jason Mraz	We Sing. We Dance. We Steal Things.	I'm Yours	80	242946	False	0.703	0.4440	11.0	-9.331	1.0	0.0417	0.5590	0.000000	0.0973	0.7120	150.960	4.0	acoustic
8	0IktbUcnAGrvD03AWnz3Q8	Jason Mraz;Colbie Caillat	We Sing. We Dance. We Steal Things.	Lucky	74	189613	False	0.625	0.4140	0.0	-8.700	1.0	0.0369	0.2940	0.000000	0.1510	0.6690	130.088	4.0	acoustic
9	7k9GuJYLp2AzqokyEdwEw2	Ross Copperman	Hunger	Hunger	56	205594	False	0.442	0.6320	1.0	-6.770	1.0	0.0295	0.4260	0.004190	0.0735	0.1960	78.899	4.0	acoustic

	track_url	artists	album_name	track_name	popularity	duration_ms	explicit	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	time_signature	track_genre
track_id
113990	2A4dSiJmbviL56CBupkh6C	Lucas Cervetti	Frecuencias Álmicas en 432hz (Solo Piano)	Frecuencia Álmica XI - Solo Piano	22	369049	False	0.579	0.245	4.0	-16.357	1.0	0.0384	0.97000	0.924000	0.1010	0.3020	112.011	3.0	world-music
113991	0CE0Y6GM75cbrqao8EOAlW	Chris Tomlin	The Ultimate Playlist	At The Cross (Love Ran Red)	32	250629	False	0.387	0.531	8.0	-4.788	1.0	0.0290	0.00305	0.000000	0.2010	0.1530	146.003	4.0	world-music
113992	3FjOBB4EyIXHYUtSgrIdY9	Jesus Culture	Revelation Songs	Your Love Never Fails	38	312566	False	0.475	0.860	10.0	-4.722	1.0	0.0421	0.00650	0.000002	0.2460	0.4270	113.949	4.0	world-music
113993	4OkMK49i3NApR1KsAIsTf6	Chris Tomlin	See The Morning (Special Edition)	How Can I Keep From Singing	39	256026	False	0.505	0.687	10.0	-4.375	1.0	0.0287	0.08410	0.000000	0.1880	0.3820	104.083	3.0	world-music
113994	4WbOUe6T0sozC7z5ZJgiAA	Lucas Cervetti	Frecuencias Álmicas en 432hz	Frecuencia Álmica, Pt. 4	22	305454	False	0.331	0.171	1.0	-15.668	1.0	0.0350	0.92000	0.022900	0.0679	0.3270	132.147	3.0	world-music
113995	2C3TZjDRiAzdyViavDJ217	Rainy Lullaby	#mindfulness - Soft Rain for Mindful Meditation, Stress Relief Relaxation Music	Sleep My Little Boy	21	384999	False	0.172	0.235	5.0	-16.393	1.0	0.0422	0.64000	0.928000	0.0863	0.0339	125.995	5.0	world-music
113996	1hIz5L4IB9hN3WRYPOCGPw	Rainy Lullaby	#mindfulness - Soft Rain for Mindful Meditation, Stress Relief Relaxation Music	Water Into Light	22	385000	False	0.174	0.117	0.0	-18.318	0.0	0.0401	0.99400	0.976000	0.1050	0.0350	85.239	4.0	world-music
113997	6x8ZfSoqDjuNa5SVP5QjvX	Cesária Evora	Best Of	Miss Perfumado	22	271466	False	0.629	0.329	0.0	-10.895	0.0	0.0420	0.86700	0.000000	0.0839	0.7430	132.378	4.0	world-music
113998	2e6sXL2bYv4bSz6VTdnfLs	Michael W. Smith	Change Your World	Friends	41	283893	False	0.587	0.506	7.0	-10.889	1.0	0.0297	0.38100	0.000000	0.2700	0.4130	135.960	4.0	world-music
113999	2hETkH7cOfqmz3LqZDHZf5	Cesária Evora	Miss Perfumado	Barbincor	22	241826	False	0.526	0.487	1.0	-10.204	0.0	0.0725	0.68100	0.000000	0.0893	0.7080	79.198	4.0	world-music

Most frequently occurring

	track_url	artists	album_name	track_name	popularity	duration_ms	explicit	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	time_signature	track_genre	# duplicates
35	0jI5ex80hYYbLQsX3G5Ze7	Hans Zimmer;Henning Lohner;Martin Tillman;Fiachra Trench	Hans Zimmer: Epic Scores	The Well	12	684626	False	0.235	0.0975	9.0	-25.217	0.0	0.0345	0.9460	0.828000	0.1070	0.0361	145.033	3.0	german	3
136	2abeQBWSIzjO8J1KrPFZHy	Oleg Pogudin	Русский романс. Часть I	Забыли вы…	0	190933	False	0.474	0.0538	7.0	-21.541	0.0	0.0488	0.9120	0.000000	0.0901	0.2070	93.964	3.0	romance	3
272	52VSOpFbg4GBpPNNv4ulbP	Группа "Загадка"	20 золотых дворовых песен. Разлука	В больнице больная лежала	0	196280	False	0.363	0.1540	2.0	-10.630	0.0	0.0319	0.9010	0.000000	0.1400	0.4110	143.521	3.0	romance	3
322	5sP7Jb0FBF2fatb1CZ3zpa	Hans Zimmer;Lisa Gerrard;Gavin Greenaway;The Lyndhurst Orchestra	Hans Zimmer: Epic Scores	The Gladiator Waltz - From "Gladiator" Soundtrack	12	505200	False	0.339	0.4290	8.0	-15.441	1.0	0.0472	0.1590	0.903000	0.1090	0.2380	171.495	3.0	german	3
353	6IzTjoU9t5DiBN4BmiWBB8	Hans Zimmer;Henning Lohner;Martin Tillman;Fiachra Trench	Hans Zimmer: Epic Scores	She Never Sleeps	24	137400	False	0.358	0.1360	2.0	-19.801	1.0	0.0375	0.0019	0.852000	0.2530	0.0728	72.661	4.0	german	3
358	6P2z6tZi1K8pyHXV1i0DnK	Nikolay Kopylov	У камина (Старинные Русские Романсы)/ At a Fireplace	Твои глаза зеленые ( Green Eyes)	0	219880	False	0.359	0.4480	2.0	-7.961	1.0	0.0630	0.8690	0.000460	0.3170	0.4900	76.832	4.0	romance	3
0	00JZ83w0Qm09f4PwWj06sM	George Jones	With Love	A Good Year For The Roses	12	190546	False	0.491	0.3340	11.0	-9.684	1.0	0.0287	0.6590	0.000016	0.1160	0.2490	91.674	4.0	honky-tonk	2
1	02KmEChUwcjxG3G29kbLFT	Hans Zimmer;Henning Lohner;Martin Tillman;Fiachra Trench	Hans Zimmer: Epic Scores	Shelter Mountain	16	250520	False	0.144	0.2620	9.0	-21.228	1.0	0.0641	0.8760	0.755000	0.1440	0.0345	94.430	4.0	german	2
2	02MRylJ1WAgxzdqfNfdIsR	Oleg Pogudin	Любовь и разлука. Песни Исаака Шварца	Город пышный, город бедный	0	114600	False	0.446	0.1210	4.0	-12.737	0.0	0.0414	0.9370	0.000000	0.1250	0.1800	107.573	3.0	romance	2
3	03B8ZXUmuDpf59j5PIMFHq	Wolfgang Amadeus Mozart;Heinz Holliger;Academy of St. Martin in the Fields;Kenneth Sillito	Mozart - All Day Classics	Ma che vi fece... Sperai vicino, K.368: 1. Andantino	7	86160	False	0.290	0.0490	5.0	-24.072	1.0	0.0555	0.9800	0.753000	0.1080	0.1140	76.473	4.0	classical	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations